Simulation and Evaluation of ICU Management Policies

J. Bai, J. Brunner, Steven Gerstmeyr
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Abstract

The intensive care unit is one of the bottleneck resources in the hospital, due to the fact that the demand grows much faster than the capacity. The pressure on intensive care unit managers to use resources efficiently and effectively increases. Therefore, optimal management policies are required. In this work, we evaluate eleven commonly referred policies from the literature and compare their performance by nine key performance indicators in different perspectives, such as utilization, patient health status, and profit of the hospital. The 30 most frequently occurring patient paths, based on the practical dataset of more than 75,000 patient records from a German teaching hospital, are simulated. According to our results, increasing the capacity and treating the patients in well-equipped intermediate care units performed better in the medical perspective, while the early discharge policy performs well when the capacity is limited. Furthermore, the COVID-19 scenario could be integrated into the model.
ICU管理政策的模拟与评价
重症监护病房是医院的瓶颈资源之一,因为需求的增长远远快于能力的增长。重症监护病房管理人员高效有效地利用资源的压力增加了。因此,需要最优的管理策略。在这项工作中,我们从文献中评估了11种常用的政策,并从不同的角度,如利用率,患者健康状况和医院的利润9个关键绩效指标来比较它们的绩效。基于来自德国一家教学医院的超过75,000例患者记录的实际数据集,模拟了30个最常见的患者路径。根据我们的研究结果,从医学角度来看,增加容量和在设备完善的中间护理单元治疗患者效果更好,而在容量有限的情况下,提前出院政策效果较好。此外,可以将COVID-19情景纳入模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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